Hold of the World

@chameleonspell my brain would not let me rest until I did this

Instead, Freire proposes that teachers and students act as co-creators of knowledge, where students become active participants in their own learning through questions and dialogue. Teachers are also open to changing their understanding of topics in the process of critical dialogue - the goal is not "student learns Fact A and memorizes it as presented," but instead the goal is the knowledge itself, discovered collaboratively by teacher and student, who are acting with empathy and respect towards each other. This also starts the process of the oppressed being able and empowered to question structures of power, take agency, and actively participate in the transformation of society.

Not sometimes. Not until the next update. Always. They proved it with math.

Even with perfect training data and unlimited computing power, AI models will still confidently tell you things that are completely false. This isn't a bug they're working on. It's baked into how these systems work at a fundamental level.

And their own numbers are brutal. OpenAI's o1 reasoning model hallucinates 16% of the time. Their newer o3 model? 33%. Their newest o4-mini? 48%. Nearly half of what their most recent model tells you could be fabricated. The "smarter" models are actually getting worse at telling the truth.

Here's why it can't be fixed. Language models work by predicting the next word based on probability. When they hit something uncertain, they don't pause. They don't flag it. They guess. And they guess with complete confidence, because that's exactly what they were trained to do.

The researchers looked at the 10 biggest AI benchmarks used to measure how good these models are. 9 out of 10 give the same score for saying "I don't know" as for giving a completely wrong answer: zero points. The entire testing system literally punishes honesty and rewards guessing.

So the AI learned the optimal strategy: always guess. Never admit uncertainty. Sound confident even when you're making it up.

OpenAI's proposed fix? Have ChatGPT say "I don't know" when it's unsure. Their own math shows this would mean roughly 30% of your questions get no answer. Imagine asking ChatGPT something three times out of ten and getting "I'm not confident enough to respond." Users would leave overnight. So the fix exists, but it would kill the product.

This isn't just OpenAI's problem. DeepMind and Tsinghua University independently reached the same conclusion. Three of the world's top AI labs, working separately, all agree: this is permanent.

The serpent consuming its tail, crowned with flame. Frontispiece by Melchior Lechter for Stefan George's, Der siebente Ring. The Seventh Ring. Berlin, 1907.

This is Money Snake. She only appears every 312 years. 

"Return to the Moon" Artemis Ⅱ 2026